White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag) and seals, evaluated using accuracy
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9449664 | 0.8614950 | 0.9776612 | 0.9414286 |
| bt | 0.8000000 | 0.9701172 | 0.8821592 | 0.6280000 |
| maxnet | 0.6268456 | 0.8004799 | 0.7578980 | 0.4791429 |
| gam | 0.7436242 | NA | NA | NA |
| glm | 0.6442953 | NA | NA | NA |
Variable Importance
